/******************************************************************************* * Copyright (c) 2015-2018 Skymind, Inc. * * This program and the accompanying materials are made available under the * terms of the Apache License, Version 2.0 which is available at * https://www.apache.org/licenses/LICENSE-2.0. * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, WITHOUT * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the * License for the specific language governing permissions and limitations * under the License. * * SPDX-License-Identifier: Apache-2.0 ******************************************************************************/ // // Created by raver119 on 17.10.2017. // #include #include #include #include namespace nd4j { namespace ops { Nd4jStatus LegacyReduce3Op::validateAndExecute(Context &block) { auto x = INPUT_VARIABLE(0); auto y = INPUT_VARIABLE(1); auto z = OUTPUT_VARIABLE(0); NDArray::prepareSpecialUse({z}, {x, y}); int opNum = block.opNum() < 0 ? this->_opNum : block.opNum(); nd4j_debug("Executing LegacyReduce3Op: [%i]\n", opNum); ExtraArguments extras(*block.getTArguments()); PointersManager manager(block.launchContext(), "LegacyReduce3Op"); if (x->isSameShape(y) && (block.getIArguments()->size() == 0 || (block.getIArguments()->size() == 1 && INT_ARG(0) == MAX_INT))) { // reduce3 to scalar NativeOpExecutioner::execReduce3Scalar(block.launchContext(), opNum, x->buffer(), x->shapeInfo(), x->specialBuffer(), x->specialShapeInfo(), extras.argumentsAsT(z->dataType()), y->buffer(), y->shapeInfo(), y->specialBuffer(), y->specialShapeInfo(), z->buffer(), z->shapeInfo(), z->specialBuffer(), z->specialShapeInfo()); } else { std::vector dims(*block.getAxis()); for (int e = 0; e < dims.size(); e++) if (dims[e] < 0) dims[e] += x->rankOf(); auto packX = nd4j::ConstantTadHelper::getInstance()->tadForDimensions(x->getShapeInfo(), dims); auto packZ = nd4j::ConstantTadHelper::getInstance()->tadForDimensions(z->getShapeInfo(), dims); REQUIRE_TRUE(dims.size() > 0, 0, "Some dimensions requuired for reduction!"); auto xTadShape = Environment::getInstance()->isCPU() ? packX.primaryShapeInfo() : packX.specialShapeInfo(); //(Nd4jLong *) manager.replicatePointer(tadX.tadOnlyShapeInfo, shape::shapeInfoByteLength(tadX.tadOnlyShapeInfo)); auto xTadOffsets = Environment::getInstance()->isCPU() ? packX.primaryOffsets() : packX.specialOffsets(); //(Nd4jLong *) manager.replicatePointer(tadX.tadOffsets, tadX.numTads * sizeof(Nd4jLong)); auto yTadShape = Environment::getInstance()->isCPU() ? packZ.primaryShapeInfo() : packZ.specialOffsets(); //(Nd4jLong *) manager.replicatePointer(tadY.tadOnlyShapeInfo, shape::shapeInfoByteLength(tadY.tadOnlyShapeInfo)); auto yTadOffsets = Environment::getInstance()->isCPU() ? packZ.primaryOffsets() : packZ.specialOffsets(); //(Nd4jLong *) manager.replicatePointer(tadY.tadOffsets, tadY.numTads * sizeof(Nd4jLong)); NativeOpExecutioner::execReduce3(block.launchContext(), opNum, x->buffer(), x->shapeInfo(), x->specialBuffer(), x->specialShapeInfo(), extras.argumentsAsT(z->dataType()), y->buffer(), y->shapeInfo(), y->specialBuffer(), y->specialShapeInfo(), z->buffer(), z->shapeInfo(), z->specialBuffer(), z->specialShapeInfo(), dims.data(), dims.size(), xTadShape, xTadOffsets, yTadShape, yTadOffsets); } manager.synchronize(); STORE_RESULT(*z); return Status::OK(); } LegacyReduce3Op::LegacyReduce3Op() : LegacyOp::LegacyOp(2) { // } LegacyReduce3Op::LegacyReduce3Op(int opNum) : LegacyOp::LegacyOp(2, opNum) { // } LegacyOp* LegacyReduce3Op::clone() { return new LegacyReduce3Op(this->_opNum); } /** * For all reductions rules are simple: either you return scalar, or you return reduced NDArray. * It solely depends on input shape, and requested dimensions */ ShapeList *LegacyReduce3Op::calculateOutputShape(ShapeList *inputShape, nd4j::graph::Context &block) { auto xShape = inputShape->at(0); auto yShape = inputShape->at(1); Nd4jLong *zShape = nullptr; if (shape::equalsSoft(xShape, yShape) && (block.getIArguments()->size() == 0 || (block.getIArguments()->size() == 1 && INT_ARG(0) == MAX_INT))) { // reduce3 to scalar case ALLOCATE(zShape, block.getWorkspace(), shape::shapeInfoLength(2), Nd4jLong); zShape[0] = 2; zShape[1] = 1; zShape[2] = 1; zShape[3] = 1; zShape[4] = 1; zShape[5] = 0; zShape[6] = 1; zShape[7] = 99; } else { auto array = new NDArray(nullptr, xShape, block.launchContext()); xShape = ShapeUtils::evalReduceShapeInfo('c', *block.getIArguments(), *array, false, true); delete array; } return SHAPELIST(zShape); } } }